Predictive analytics of MIMIC database - Lab 3: patient similarity and PsDF
We will conduct a simple simulation study to visualize patient similarity, and then use PsDF algorithm and random forest to predict diagnoses.
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2021
Predictive analytics of MIMIC database - Lab 2: prediction of diagnoses
Using the data generated in Lab 1, we can compare the prediction performance of two traditional machine learning methods, LASSO and random forest.
Predictive analytics of MIMIC database - Lab 1: data preprocessing
I was working as a teaching assistance to provide a guide of MIMIC database and lead a hands-on computer lab session for Electronic Medical Records Boot Camp...